Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	4272
Missing cells	73301
Missing cells (%)	59.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	968.0 KiB
Average record size in memory	232.0 B

Variable types

Numeric	7
Categorical	22

Alerts

`repeat_instrument_1` has constant value ""	Constant
`repeat_instrument_2` has constant value ""	Constant
`repeat_instance_2` has constant value ""	Constant
`receptor_de_progesterona_quantificacao_%_2` is highly overall correlated with `repeat_instance_1` and 5 other fields	High correlation
`receptorde_estrogenio_quantificacao_%_2` is highly overall correlated with `repeat_instance_1` and 4 other fields	High correlation
`indice_h_receptorde_progesterona_1` is highly overall correlated with `indice_h_receptorde_progesterona_2` and 3 other fields	High correlation
`indice_h_receptorde_progesterona_2` is highly overall correlated with `indice_h_receptorde_progesterona_1` and 6 other fields	High correlation
`ki67_%_1` is highly overall correlated with `ki67_%_2` and 3 other fields	High correlation
`ki67_%_2` is highly overall correlated with `ki67_%_1` and 4 other fields	High correlation
`repeat_instance_1` is highly overall correlated with `receptor_de_progesterona_quantificacao_%_2` and 21 other fields	High correlation
`diagnostico_primario_tipo_histologico_1` is highly overall correlated with `indice_h_receptorde_progesterona_2` and 2 other fields	High correlation
`diagnostico_primario_tipo_histologico_2` is highly overall correlated with `indice_h_receptorde_progesterona_1` and 3 other fields	High correlation
`grau_histologico_1` is highly overall correlated with `repeat_instance_1` and 1 other fields	High correlation
`grau_histologico_2` is highly overall correlated with `repeat_instance_1` and 2 other fields	High correlation
`subtipo_tumoral_1` is highly overall correlated with `subtipo_tumoral_2` and 4 other fields	High correlation
`subtipo_tumoral_2` is highly overall correlated with `receptor_de_progesterona_quantificacao_%_2` and 9 other fields	High correlation
`receptor_de_estrogenio_1` is highly overall correlated with `receptor_de_progesterona_quantificacao_%_2` and 10 other fields	High correlation
`receptor_de_estrogenio_2` is highly overall correlated with `receptor_de_progesterona_quantificacao_%_2` and 10 other fields	High correlation
`receptor_de_progesterona_1` is highly overall correlated with `repeat_instance_1` and 4 other fields	High correlation
`receptor_de_progesterona_2` is highly overall correlated with `receptor_de_progesterona_quantificacao_%_2` and 7 other fields	High correlation
`ki67_>14%_1` is highly overall correlated with `ki67_%_1` and 3 other fields	High correlation
`ki67_>14%_2` is highly overall correlated with `ki67_%_2` and 2 other fields	High correlation
`receptor_de_progesterona_quantificacao_%_1` is highly overall correlated with `receptor_de_progesterona_quantificacao_%_2` and 6 other fields	High correlation
`receptorde_estrogenio_quantificacao_%_1` is highly overall correlated with `receptorde_estrogenio_quantificacao_%_2` and 5 other fields	High correlation
`her2_por_ihc_1` is highly overall correlated with `her2_por_fish_1` and 1 other fields	High correlation
`her2_por_ihc_2` is highly overall correlated with `repeat_instance_1` and 1 other fields	High correlation
`her2_por_fish_1` is highly overall correlated with `repeat_instance_1` and 2 other fields	High correlation
`her2_por_fish_2` is highly overall correlated with `repeat_instance_1` and 3 other fields	High correlation
`repeat_instance_1` is highly imbalanced (99.7%)	Imbalance
`diagnostico_primario_tipo_histologico_1` is highly imbalanced (79.7%)	Imbalance
`diagnostico_primario_tipo_histologico_2` is highly imbalanced (84.9%)	Imbalance
`receptor_de_estrogenio_2` is highly imbalanced (52.3%)	Imbalance
`ki67_>14%_1` is highly imbalanced (65.9%)	Imbalance
`ki67_>14%_2` is highly imbalanced (58.7%)	Imbalance
`her2_por_fish_2` is highly imbalanced (52.8%)	Imbalance
`repeat_instrument_2` has 3773 (88.3%) missing values	Missing
`repeat_instance_2` has 3773 (88.3%) missing values	Missing
`diagnostico_primario_tipo_histologico_1` has 1607 (37.6%) missing values	Missing
`diagnostico_primario_tipo_histologico_2` has 3984 (93.3%) missing values	Missing
`grau_histologico_1` has 3078 (72.1%) missing values	Missing
`grau_histologico_2` has 4001 (93.7%) missing values	Missing
`subtipo_tumoral_2` has 3852 (90.2%) missing values	Missing
`receptor_de_estrogenio_1` has 451 (10.6%) missing values	Missing
`receptor_de_estrogenio_2` has 3849 (90.1%) missing values	Missing
`receptor_de_progesterona_1` has 449 (10.5%) missing values	Missing
`receptor_de_progesterona_2` has 3849 (90.1%) missing values	Missing
`ki67_>14%_1` has 748 (17.5%) missing values	Missing
`ki67_>14%_2` has 3796 (88.9%) missing values	Missing
`receptor_de_progesterona_quantificacao_%_1` has 2667 (62.4%) missing values	Missing
`receptor_de_progesterona_quantificacao_%_2` has 3988 (93.4%) missing values	Missing
`receptorde_estrogenio_quantificacao_%_1` has 2449 (57.3%) missing values	Missing
`receptorde_estrogenio_quantificacao_%_2` has 3932 (92.0%) missing values	Missing
`indice_h_receptorde_progesterona_1` has 3811 (89.2%) missing values	Missing
`indice_h_receptorde_progesterona_2` has 4141 (96.9%) missing values	Missing
`her2_por_ihc_1` has 53 (1.2%) missing values	Missing
`her2_por_ihc_2` has 3847 (90.1%) missing values	Missing
`her2_por_fish_1` has 2533 (59.3%) missing values	Missing
`her2_por_fish_2` has 3969 (92.9%) missing values	Missing
`ki67_%_1` has 899 (21.0%) missing values	Missing
`ki67_%_2` has 3800 (89.0%) missing values	Missing
`record_id` has unique values	Unique

Reproduction

Analysis started	2023-02-28 14:17:50.057661
Analysis finished	2023-02-28 14:18:32.335801
Duration	42.28 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

record_id
Real number (ℝ)

Distinct	4272
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48652.36

Minimum	302
Maximum	82240
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	302
5-th percentile	13992.4
Q1	31013
median	53394
Q3	65816.75
95-th percentile	78668.25
Maximum	82240
Range	81938
Interquartile range (IQR)	34803.75

Descriptive statistics

Standard deviation	20659.52
Coefficient of variation (CV)	0.4246355
Kurtosis	-0.99374558
Mean	48652.36
Median Absolute Deviation (MAD)	16732
Skewness	-0.29501895
Sum	2.0784288 × 10⁸
Variance	4.2681575 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
302	1	< 0.1%
60912	1	< 0.1%
60757	1	< 0.1%
60774	1	< 0.1%
60777	1	< 0.1%
60799	1	< 0.1%
60815	1	< 0.1%
60825	1	< 0.1%
60826	1	< 0.1%
60840	1	< 0.1%
Other values (4262)	4262	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
302	1	< 0.1%
710	1	< 0.1%
752	1	< 0.1%
1367	1	< 0.1%
1589	1	< 0.1%
1705	1	< 0.1%
1843	1	< 0.1%
1873	1	< 0.1%
1898	1	< 0.1%
1960	1	< 0.1%

Value	Count	Frequency (%)
82240	1	< 0.1%
82205	1	< 0.1%
82131	1	< 0.1%
82124	1	< 0.1%
82123	1	< 0.1%
82122	1	< 0.1%
82118	1	< 0.1%
82112	1	< 0.1%
82111	1	< 0.1%
82100	1	< 0.1%

repeat_instrument_1
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	33.5 KiB

Dados Histopatologicos Mama	4272

Length

Max length	27
Median length	27
Mean length	27
Min length	27

Characters and Unicode

Total characters	115344
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dados Histopatologicos Mama
2nd row	Dados Histopatologicos Mama
3rd row	Dados Histopatologicos Mama
4th row	Dados Histopatologicos Mama
5th row	Dados Histopatologicos Mama

Common Values

Value	Count	Frequency (%)
Dados Histopatologicos Mama	4272	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
dados	4272	33.3%
histopatologicos	4272	33.3%
mama	4272	33.3%

Most occurring characters

Value	Count	Frequency (%)
o	21360	18.5%
a	17088	14.8%
s	12816	11.1%
	8544	7.4%
i	8544	7.4%
t	8544	7.4%
D	4272	3.7%
d	4272	3.7%
H	4272	3.7%
p	4272	3.7%
Other values (5)	21360	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	93984	81.5%
Uppercase Letter	12816	11.1%
Space Separator	8544	7.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	21360	22.7%
a	17088	18.2%
s	12816	13.6%
i	8544	9.1%
t	8544	9.1%
d	4272	4.5%
p	4272	4.5%
l	4272	4.5%
g	4272	4.5%
c	4272	4.5%

Uppercase Letter

Value	Count	Frequency (%)
D	4272	33.3%
H	4272	33.3%
M	4272	33.3%

Space Separator

Value	Count	Frequency (%)
	8544	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106800	92.6%
Common	8544	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	21360	20.0%
a	17088	16.0%
s	12816	12.0%
i	8544	8.0%
t	8544	8.0%
D	4272	4.0%
d	4272	4.0%
H	4272	4.0%
p	4272	4.0%
l	4272	4.0%
Other values (4)	17088	16.0%

Common

Value	Count	Frequency (%)
	8544	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	115344	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	21360	18.5%
a	17088	14.8%
s	12816	11.1%
	8544	7.4%
i	8544	7.4%
t	8544	7.4%
D	4272	3.7%
d	4272	3.7%
H	4272	3.7%
p	4272	3.7%
Other values (5)	21360	18.5%

repeat_instrument_2
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	0.2%
Missing	3773
Missing (%)	88.3%
Memory size	33.5 KiB

Dados Histopatologicos Mama	499

Length

Max length	27
Median length	27
Mean length	27
Min length	27

Characters and Unicode

Total characters	13473
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dados Histopatologicos Mama
2nd row	Dados Histopatologicos Mama
3rd row	Dados Histopatologicos Mama
4th row	Dados Histopatologicos Mama
5th row	Dados Histopatologicos Mama

Common Values

Value	Count	Frequency (%)
Dados Histopatologicos Mama	499	11.7%
(Missing)	3773	88.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
dados	499	33.3%
histopatologicos	499	33.3%
mama	499	33.3%

Most occurring characters

Value	Count	Frequency (%)
o	2495	18.5%
a	1996	14.8%
s	1497	11.1%
	998	7.4%
i	998	7.4%
t	998	7.4%
D	499	3.7%
d	499	3.7%
H	499	3.7%
p	499	3.7%
Other values (5)	2495	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10978	81.5%
Uppercase Letter	1497	11.1%
Space Separator	998	7.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	2495	22.7%
a	1996	18.2%
s	1497	13.6%
i	998	9.1%
t	998	9.1%
d	499	4.5%
p	499	4.5%
l	499	4.5%
g	499	4.5%
c	499	4.5%

Uppercase Letter

Value	Count	Frequency (%)
D	499	33.3%
H	499	33.3%
M	499	33.3%

Space Separator

Value	Count	Frequency (%)
	998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12475	92.6%
Common	998	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	2495	20.0%
a	1996	16.0%
s	1497	12.0%
i	998	8.0%
t	998	8.0%
D	499	4.0%
d	499	4.0%
H	499	4.0%
p	499	4.0%
l	499	4.0%
Other values (4)	1996	16.0%

Common

Value	Count	Frequency (%)
	998	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13473	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	2495	18.5%
a	1996	14.8%
s	1497	11.1%
	998	7.4%
i	998	7.4%
t	998	7.4%
D	499	3.7%
d	499	3.7%
H	499	3.7%
p	499	3.7%
Other values (5)	2495	18.5%

repeat_instance_1
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	33.5 KiB

1.0	4271
2.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12816
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	4271	> 99.9%
2.0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	4271	> 99.9%
2.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	4272	33.3%
0	4272	33.3%
1	4271	33.3%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8544	66.7%
Other Punctuation	4272	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4272	50.0%
1	4271	50.0%
2	1	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	4272	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12816	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4272	33.3%
0	4272	33.3%
1	4271	33.3%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12816	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4272	33.3%
0	4272	33.3%
1	4271	33.3%
2	1	< 0.1%

repeat_instance_2
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	0.2%
Missing	3773
Missing (%)	88.3%
Memory size	33.5 KiB

2.0	499

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1497
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	499	11.7%
(Missing)	3773	88.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	499	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	499	33.3%
.	499	33.3%
0	499	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	998	66.7%
Other Punctuation	499	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	499	50.0%
0	499	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	499	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1497	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	499	33.3%
.	499	33.3%
0	499	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1497	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	499	33.3%
.	499	33.3%
0	499	33.3%

diagnostico_primario_tipo_histologico_1
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	18
Distinct (%)	0.7%
Missing	1607
Missing (%)	37.6%
Memory size	33.5 KiB

NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	2376
Carcinoma de mama lobular invasivo	80
outros	52
Carcinoma de mama metaplasico	34
Carcinoma de mama mucinoso	30
Other values (13)	93

Length

Max length	59
Median length	58
Mean length	54.687054
Min length	6

Characters and Unicode

Total characters	145741
Distinct characters	45
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
2nd row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
3rd row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
4th row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
5th row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE

Common Values

Value	Count	Frequency (%)
NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	2376	55.6%
Carcinoma de mama lobular invasivo	80	1.9%
outros	52	1.2%
Carcinoma de mama metaplasico	34	0.8%
Carcinoma de mama mucinoso	30	0.7%
Carcinoma de mama papilifero	21	0.5%
Carcinoma de mama medular	16	0.4%
Carcinoma de mama micropapilar	11	0.3%
Carcinoma de mama misto (ductal e lobular) invasivo	8	0.2%
Carcinoma mamário invasivo multifocal	7	0.2%
Other values (8)	30	0.7%
(Missing)	1607	37.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
carcinoma	2610	12.9%
de	2595	12.9%
mama	2595	12.9%
invasivo	2482	12.3%
ductal	2390	11.9%
não-especial	2376	11.8%
cdi)/soe	2376	11.8%
	2376	11.8%
lobular	96	0.5%
outros	52	0.3%
Other values (23)	214	1.1%

Most occurring characters

Value	Count	Frequency (%)
	17497	12.0%
a	15523	10.7%
m	7938	5.4%
i	7767	5.3%
C	7372	5.1%
E	7129	4.9%
o	5476	3.8%
n	5128	3.5%
c	5098	3.5%
d	5015	3.4%
Other values (35)	61798	42.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	73137	50.2%
Uppercase Letter	43199	29.6%
Space Separator	17497	12.0%
Dash Punctuation	4752	3.3%
Open Punctuation	2390	1.6%
Close Punctuation	2390	1.6%
Other Punctuation	2376	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	15523	21.2%
m	7938	10.9%
i	7767	10.6%
o	5476	7.5%
n	5128	7.0%
c	5098	7.0%
d	5015	6.9%
v	4954	6.8%
r	2837	3.9%
e	2707	3.7%
Other values (11)	10694	14.6%

Uppercase Letter

Value	Count	Frequency (%)
C	7372	17.1%
E	7129	16.5%
O	4783	11.1%
I	4782	11.1%
S	4758	11.0%
A	2403	5.6%
N	2391	5.5%
P	2387	5.5%
D	2382	5.5%
L	2378	5.5%
Other values (9)	2434	5.6%

Space Separator

Value	Count	Frequency (%)
	17497	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4752	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2390	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2390	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2376	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	116336	79.8%
Common	29405	20.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	15523	13.3%
m	7938	6.8%
i	7767	6.7%
C	7372	6.3%
E	7129	6.1%
o	5476	4.7%
n	5128	4.4%
c	5098	4.4%
d	5015	4.3%
v	4954	4.3%
Other values (30)	44936	38.6%

Common

Value	Count	Frequency (%)
	17497	59.5%
-	4752	16.2%
(	2390	8.1%
)	2390	8.1%
/	2376	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	143339	98.4%
None	2402	1.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	17497	12.2%
a	15523	10.8%
m	7938	5.5%
i	7767	5.4%
C	7372	5.1%
E	7129	5.0%
o	5476	3.8%
n	5128	3.6%
c	5098	3.6%
d	5015	3.5%
Other values (29)	59396	41.4%

None

Value	Count	Frequency (%)
Ã	2376	98.9%
á	7	0.3%
í	6	0.2%
Á	5	0.2%
Ó	5	0.2%
ó	3	0.1%

diagnostico_primario_tipo_histologico_2
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	6
Distinct (%)	2.1%
Missing	3984
Missing (%)	93.3%
Memory size	33.5 KiB

NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	273
outros	7
Carcinoma de mama metaplasico	5
Carcinoma de mama micropapilar	1
Carcinoma de mama cistico adenoide	1

Length

Max length	58
Median length	58
Mean length	55.96875
Min length	6

Characters and Unicode

Total characters	16119
Distinct characters	32
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	1.0%

Sample

1st row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
2nd row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
3rd row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
4th row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE
5th row	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE

Common Values

Value	Count	Frequency (%)
NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	273	6.4%
outros	7	0.2%
Carcinoma de mama metaplasico	5	0.1%
Carcinoma de mama micropapilar	1	< 0.1%
Carcinoma de mama cistico adenoide	1	< 0.1%
Carcinoma de mama lobular invasivo	1	< 0.1%
(Missing)	3984	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
carcinoma	281	12.6%
de	281	12.6%
mama	281	12.6%
invasivo	274	12.3%
não-especial	273	12.3%
	273	12.3%
ductal	273	12.3%
cdi)/soe	273	12.3%
outros	7	0.3%
metaplasico	5	0.2%
Other values (4)	4	0.2%

Most occurring characters

Value	Count	Frequency (%)
	1937	12.0%
a	1685	10.5%
m	849	5.3%
i	839	5.2%
C	827	5.1%
E	819	5.1%
o	578	3.6%
c	562	3.5%
d	556	3.4%
n	556	3.4%
Other values (22)	6911	42.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7895	49.0%
Uppercase Letter	4922	30.5%
Space Separator	1937	12.0%
Dash Punctuation	546	3.4%
Close Punctuation	273	1.7%
Other Punctuation	273	1.7%
Open Punctuation	273	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1685	21.3%
m	849	10.8%
i	839	10.6%
o	578	7.3%
c	562	7.1%
d	556	7.0%
n	556	7.0%
v	548	6.9%
r	291	3.7%
e	288	3.6%
Other values (6)	1143	14.5%

Uppercase Letter

Value	Count	Frequency (%)
C	827	16.8%
E	819	16.6%
I	546	11.1%
S	546	11.1%
O	546	11.1%
D	273	5.5%
N	273	5.5%
Ã	273	5.5%
L	273	5.5%
A	273	5.5%

Space Separator

Value	Count	Frequency (%)
	1937	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	546	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	273	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	273	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	273	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12817	79.5%
Common	3302	20.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1685	13.1%
m	849	6.6%
i	839	6.5%
C	827	6.5%
E	819	6.4%
o	578	4.5%
c	562	4.4%
d	556	4.3%
n	556	4.3%
v	548	4.3%
Other values (17)	4998	39.0%

Common

Value	Count	Frequency (%)
	1937	58.7%
-	546	16.5%
)	273	8.3%
/	273	8.3%
(	273	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15846	98.3%
None	273	1.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1937	12.2%
a	1685	10.6%
m	849	5.4%
i	839	5.3%
C	827	5.2%
E	819	5.2%
o	578	3.6%
c	562	3.5%
d	556	3.5%
n	556	3.5%
Other values (21)	6638	41.9%

None

Value	Count	Frequency (%)
Ã	273	100.0%

grau_histologico_1
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	0.3%
Missing	3078
Missing (%)	72.1%
Memory size	33.5 KiB

2.0	591
3.0	482
1.0	121

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3582
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	591	13.8%
3.0	482	11.3%
1.0	121	2.8%
(Missing)	3078	72.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	591	49.5%
3.0	482	40.4%
1.0	121	10.1%

Most occurring characters

Value	Count	Frequency (%)
.	1194	33.3%
0	1194	33.3%
2	591	16.5%
3	482	13.5%
1	121	3.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2388	66.7%
Other Punctuation	1194	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1194	50.0%
2	591	24.7%
3	482	20.2%
1	121	5.1%

Other Punctuation

Value	Count	Frequency (%)
.	1194	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3582	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1194	33.3%
0	1194	33.3%
2	591	16.5%
3	482	13.5%
1	121	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3582	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1194	33.3%
0	1194	33.3%
2	591	16.5%
3	482	13.5%
1	121	3.4%

grau_histologico_2
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	1.1%
Missing	4001
Missing (%)	93.7%
Memory size	33.5 KiB

2.0	151
3.0	68
1.0	52

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	813
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	151	3.5%
3.0	68	1.6%
1.0	52	1.2%
(Missing)	4001	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	151	55.7%
3.0	68	25.1%
1.0	52	19.2%

Most occurring characters

Value	Count	Frequency (%)
.	271	33.3%
0	271	33.3%
2	151	18.6%
3	68	8.4%
1	52	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	542	66.7%
Other Punctuation	271	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	271	50.0%
2	151	27.9%
3	68	12.5%
1	52	9.6%

Other Punctuation

Value	Count	Frequency (%)
.	271	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	813	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	271	33.3%
0	271	33.3%
2	151	18.6%
3	68	8.4%
1	52	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	813	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	271	33.3%
0	271	33.3%
2	151	18.6%
3	68	8.4%
1	52	6.4%

subtipo_tumoral_1
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	2
Missing (%)	< 0.1%
Memory size	33.5 KiB

2.0	1434
4.0	1019
5.0	664
3.0	658
1.0	495

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12810
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5.0
2nd row	2.0
3rd row	3.0
4th row	2.0
5th row	5.0

Common Values

Value	Count	Frequency (%)
2.0	1434	33.6%
4.0	1019	23.9%
5.0	664	15.5%
3.0	658	15.4%
1.0	495	11.6%
(Missing)	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	1434	33.6%
4.0	1019	23.9%
5.0	664	15.6%
3.0	658	15.4%
1.0	495	11.6%

Most occurring characters

Value	Count	Frequency (%)
.	4270	33.3%
0	4270	33.3%
2	1434	11.2%
4	1019	8.0%
5	664	5.2%
3	658	5.1%
1	495	3.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8540	66.7%
Other Punctuation	4270	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4270	50.0%
2	1434	16.8%
4	1019	11.9%
5	664	7.8%
3	658	7.7%
1	495	5.8%

Other Punctuation

Value	Count	Frequency (%)
.	4270	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12810	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4270	33.3%
0	4270	33.3%
2	1434	11.2%
4	1019	8.0%
5	664	5.2%
3	658	5.1%
1	495	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12810	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4270	33.3%
0	4270	33.3%
2	1434	11.2%
4	1019	8.0%
5	664	5.2%
3	658	5.1%
1	495	3.9%

subtipo_tumoral_2
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	1.2%
Missing	3852
Missing (%)	90.2%
Memory size	33.5 KiB

2.0	198
4.0	76
1.0	66
5.0	65
3.0	15

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1260
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5.0
2nd row	5.0
3rd row	5.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	198	4.6%
4.0	76	1.8%
1.0	66	1.5%
5.0	65	1.5%
3.0	15	0.4%
(Missing)	3852	90.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	198	47.1%
4.0	76	18.1%
1.0	66	15.7%
5.0	65	15.5%
3.0	15	3.6%

Most occurring characters

Value	Count	Frequency (%)
.	420	33.3%
0	420	33.3%
2	198	15.7%
4	76	6.0%
1	66	5.2%
5	65	5.2%
3	15	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	840	66.7%
Other Punctuation	420	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	420	50.0%
2	198	23.6%
4	76	9.0%
1	66	7.9%
5	65	7.7%
3	15	1.8%

Other Punctuation

Value	Count	Frequency (%)
.	420	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1260	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	420	33.3%
0	420	33.3%
2	198	15.7%
4	76	6.0%
1	66	5.2%
5	65	5.2%
3	15	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1260	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	420	33.3%
0	420	33.3%
2	198	15.7%
4	76	6.0%
1	66	5.2%
5	65	5.2%
3	15	1.2%

receptor_de_estrogenio_1
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	0.1%
Missing	451
Missing (%)	10.6%
Memory size	33.5 KiB

positivo	2558
negativo	1263

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	30568
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	positivo
2nd row	positivo
3rd row	positivo
4th row	positivo
5th row	negativo

Common Values

Value	Count	Frequency (%)
positivo	2558	59.9%
negativo	1263	29.6%
(Missing)	451	10.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positivo	2558	66.9%
negativo	1263	33.1%

Most occurring characters

Value	Count	Frequency (%)
o	6379	20.9%
i	6379	20.9%
t	3821	12.5%
v	3821	12.5%
p	2558	8.4%
s	2558	8.4%
n	1263	4.1%
e	1263	4.1%
g	1263	4.1%
a	1263	4.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30568	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	6379	20.9%
i	6379	20.9%
t	3821	12.5%
v	3821	12.5%
p	2558	8.4%
s	2558	8.4%
n	1263	4.1%
e	1263	4.1%
g	1263	4.1%
a	1263	4.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	30568	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	6379	20.9%
i	6379	20.9%
t	3821	12.5%
v	3821	12.5%
p	2558	8.4%
s	2558	8.4%
n	1263	4.1%
e	1263	4.1%
g	1263	4.1%
a	1263	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30568	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	6379	20.9%
i	6379	20.9%
t	3821	12.5%
v	3821	12.5%
p	2558	8.4%
s	2558	8.4%
n	1263	4.1%
e	1263	4.1%
g	1263	4.1%
a	1263	4.1%

receptor_de_estrogenio_2
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	0.7%
Missing	3849
Missing (%)	90.1%
Memory size	33.5 KiB

positivo	335
negativo	87
não realizado	1

Length

Max length	13
Median length	8
Mean length	8.0118203
Min length	8

Characters and Unicode

Total characters	3389
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	positivo
2nd row	positivo
3rd row	positivo
4th row	positivo
5th row	positivo

Common Values

Value	Count	Frequency (%)
positivo	335	7.8%
negativo	87	2.0%
não realizado	1	< 0.1%
(Missing)	3849	90.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positivo	335	79.0%
negativo	87	20.5%
não	1	0.2%
realizado	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	759	22.4%
i	758	22.4%
t	422	12.5%
v	422	12.5%
p	335	9.9%
s	335	9.9%
a	89	2.6%
n	88	2.6%
e	88	2.6%
g	87	2.6%
Other values (6)	6	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3388	> 99.9%
Space Separator	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	759	22.4%
i	758	22.4%
t	422	12.5%
v	422	12.5%
p	335	9.9%
s	335	9.9%
a	89	2.6%
n	88	2.6%
e	88	2.6%
g	87	2.6%
Other values (5)	5	0.1%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3388	> 99.9%
Common	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	759	22.4%
i	758	22.4%
t	422	12.5%
v	422	12.5%
p	335	9.9%
s	335	9.9%
a	89	2.6%
n	88	2.6%
e	88	2.6%
g	87	2.6%
Other values (5)	5	0.1%

Common

Value	Count	Frequency (%)
	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3388	> 99.9%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	759	22.4%
i	758	22.4%
t	422	12.5%
v	422	12.5%
p	335	9.9%
s	335	9.9%
a	89	2.6%
n	88	2.6%
e	88	2.6%
g	87	2.6%
Other values (5)	5	0.1%

None

Value	Count	Frequency (%)
ã	1	100.0%

receptor_de_progesterona_1
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	0.1%
Missing	449
Missing (%)	10.5%
Memory size	33.5 KiB

positivo	2223
negativo	1587
inconclusivo	13

Length

Max length	12
Median length	8
Mean length	8.0136019
Min length	8

Characters and Unicode

Total characters	30636
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	positivo
2nd row	negativo
3rd row	positivo
4th row	positivo
5th row	negativo

Common Values

Value	Count	Frequency (%)
positivo	2223	52.0%
negativo	1587	37.1%
inconclusivo	13	0.3%
(Missing)	449	10.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positivo	2223	58.1%
negativo	1587	41.5%
inconclusivo	13	0.3%

Most occurring characters

Value	Count	Frequency (%)
o	6059	19.8%
i	6059	19.8%
v	3823	12.5%
t	3810	12.4%
s	2236	7.3%
p	2223	7.3%
n	1613	5.3%
e	1587	5.2%
g	1587	5.2%
a	1587	5.2%
Other values (3)	52	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30636	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	6059	19.8%
i	6059	19.8%
v	3823	12.5%
t	3810	12.4%
s	2236	7.3%
p	2223	7.3%
n	1613	5.3%
e	1587	5.2%
g	1587	5.2%
a	1587	5.2%
Other values (3)	52	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	30636	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	6059	19.8%
i	6059	19.8%
v	3823	12.5%
t	3810	12.4%
s	2236	7.3%
p	2223	7.3%
n	1613	5.3%
e	1587	5.2%
g	1587	5.2%
a	1587	5.2%
Other values (3)	52	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30636	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	6059	19.8%
i	6059	19.8%
v	3823	12.5%
t	3810	12.4%
s	2236	7.3%
p	2223	7.3%
n	1613	5.3%
e	1587	5.2%
g	1587	5.2%
a	1587	5.2%
Other values (3)	52	0.2%

receptor_de_progesterona_2
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	0.9%
Missing	3849
Missing (%)	90.1%
Memory size	33.5 KiB

positivo	276
negativo	141
inconclusivo	5
não realizado	1

Length

Max length	13
Median length	8
Mean length	8.0591017
Min length	8

Characters and Unicode

Total characters	3409
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	negativo
2nd row	positivo
3rd row	positivo
4th row	positivo
5th row	positivo

Common Values

Value	Count	Frequency (%)
positivo	276	6.5%
negativo	141	3.3%
inconclusivo	5	0.1%
não realizado	1	< 0.1%
(Missing)	3849	90.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positivo	276	65.1%
negativo	141	33.3%
inconclusivo	5	1.2%
não	1	0.2%
realizado	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	705	20.7%
i	704	20.7%
v	422	12.4%
t	417	12.2%
s	281	8.2%
p	276	8.1%
n	152	4.5%
a	143	4.2%
e	142	4.2%
g	141	4.1%
Other values (8)	26	0.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3408	> 99.9%
Space Separator	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	705	20.7%
i	704	20.7%
v	422	12.4%
t	417	12.2%
s	281	8.2%
p	276	8.1%
n	152	4.5%
a	143	4.2%
e	142	4.2%
g	141	4.1%
Other values (7)	25	0.7%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3408	> 99.9%
Common	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	705	20.7%
i	704	20.7%
v	422	12.4%
t	417	12.2%
s	281	8.2%
p	276	8.1%
n	152	4.5%
a	143	4.2%
e	142	4.2%
g	141	4.1%
Other values (7)	25	0.7%

Common

Value	Count	Frequency (%)
	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3408	> 99.9%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	705	20.7%
i	704	20.7%
v	422	12.4%
t	417	12.2%
s	281	8.2%
p	276	8.1%
n	152	4.5%
a	143	4.2%
e	142	4.2%
g	141	4.1%
Other values (7)	25	0.7%

None

Value	Count	Frequency (%)
ã	1	100.0%

ki67_>14%_1
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	4
Distinct (%)	0.1%
Missing	748
Missing (%)	17.5%
Memory size	33.5 KiB

positivo	2939
negativo	569
não realizado	10
inconclusivo	6

Length

Max length	13
Median length	8
Mean length	8.0209989
Min length	8

Characters and Unicode

Total characters	28266
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	positivo
2nd row	positivo
3rd row	positivo
4th row	negativo
5th row	positivo

Common Values

Value	Count	Frequency (%)
positivo	2939	68.8%
negativo	569	13.3%
não realizado	10	0.2%
inconclusivo	6	0.1%
(Missing)	748	17.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positivo	2939	83.2%
negativo	569	16.1%
não	10	0.3%
realizado	10	0.3%
inconclusivo	6	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	6479	22.9%
i	6469	22.9%
v	3514	12.4%
t	3508	12.4%
s	2945	10.4%
p	2939	10.4%
n	591	2.1%
a	589	2.1%
e	579	2.0%
g	569	2.0%
Other values (8)	84	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28256	> 99.9%
Space Separator	10	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	6479	22.9%
i	6469	22.9%
v	3514	12.4%
t	3508	12.4%
s	2945	10.4%
p	2939	10.4%
n	591	2.1%
a	589	2.1%
e	579	2.0%
g	569	2.0%
Other values (7)	74	0.3%

Space Separator

Value	Count	Frequency (%)
	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	28256	> 99.9%
Common	10	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	6479	22.9%
i	6469	22.9%
v	3514	12.4%
t	3508	12.4%
s	2945	10.4%
p	2939	10.4%
n	591	2.1%
a	589	2.1%
e	579	2.0%
g	569	2.0%
Other values (7)	74	0.3%

Common

Value	Count	Frequency (%)
	10	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28256	> 99.9%
None	10	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	6479	22.9%
i	6469	22.9%
v	3514	12.4%
t	3508	12.4%
s	2945	10.4%
p	2939	10.4%
n	591	2.1%
a	589	2.1%
e	579	2.0%
g	569	2.0%
Other values (7)	74	0.3%

None

Value	Count	Frequency (%)
ã	10	100.0%

ki67_>14%_2
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	0.6%
Missing	3796
Missing (%)	88.9%
Memory size	33.5 KiB

positivo	399
negativo	76
inconclusivo	1

Length

Max length	12
Median length	8
Mean length	8.0084034
Min length	8

Characters and Unicode

Total characters	3812
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	positivo
2nd row	positivo
3rd row	positivo
4th row	positivo
5th row	positivo

Common Values

Value	Count	Frequency (%)
positivo	399	9.3%
negativo	76	1.8%
inconclusivo	1	< 0.1%
(Missing)	3796	88.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positivo	399	83.8%
negativo	76	16.0%
inconclusivo	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	876	23.0%
i	876	23.0%
v	476	12.5%
t	475	12.5%
s	400	10.5%
p	399	10.5%
n	78	2.0%
e	76	2.0%
g	76	2.0%
a	76	2.0%
Other values (3)	4	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3812	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	876	23.0%
i	876	23.0%
v	476	12.5%
t	475	12.5%
s	400	10.5%
p	399	10.5%
n	78	2.0%
e	76	2.0%
g	76	2.0%
a	76	2.0%
Other values (3)	4	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3812	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	876	23.0%
i	876	23.0%
v	476	12.5%
t	475	12.5%
s	400	10.5%
p	399	10.5%
n	78	2.0%
e	76	2.0%
g	76	2.0%
a	76	2.0%
Other values (3)	4	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3812	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	876	23.0%
i	876	23.0%
v	476	12.5%
t	475	12.5%
s	400	10.5%
p	399	10.5%
n	78	2.0%
e	76	2.0%
g	76	2.0%
a	76	2.0%
Other values (3)	4	0.1%

receptor_de_progesterona_quantificacao_%_1
Categorical

HIGH CORRELATION MISSING

Distinct	41
Distinct (%)	2.6%
Missing	2667
Missing (%)	62.4%
Memory size	33.5 KiB

90	244
100	225
80	160
70	98
40	95
Other values (36)	783

Length

Max length	12
Median length	2
Mean length	2.0866044
Min length	1

Characters and Unicode

Total characters	3349
Distinct characters	25
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11 ?
Unique (%)	0.7%

Sample

1st row	5
2nd row	90
3rd row	40
4th row	50
5th row	10

Common Values

Value	Count	Frequency (%)
90	244	5.7%
100	225	5.3%
80	160	3.7%
70	98	2.3%
40	95	2.2%
20	85	2.0%
95	81	1.9%
10	74	1.7%
60	72	1.7%
0	72	1.7%
Other values (31)	399	9.3%
(Missing)	2667	62.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
90	244	15.2%
100	225	14.0%
80	160	10.0%
70	99	6.2%
40	95	5.9%
20	85	5.3%
95	81	5.0%
10	74	4.6%
neg	72	4.5%
0	72	4.5%
Other values (29)	398	24.8%

Most occurring characters

Value	Count	Frequency (%)
0	1471	43.9%
9	355	10.6%
1	341	10.2%
5	261	7.8%
8	194	5.8%
6	117	3.5%
7	113	3.4%
2	102	3.0%
4	100	3.0%
n	68	2.0%
Other values (15)	227	6.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3119	93.1%
Lowercase Letter	210	6.3%
Uppercase Letter	18	0.5%
Dash Punctuation	1	< 0.1%
Other Punctuation	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1471	47.2%
9	355	11.4%
1	341	10.9%
5	261	8.4%
8	194	6.2%
6	117	3.8%
7	113	3.6%
2	102	3.3%
4	100	3.2%
3	65	2.1%

Lowercase Letter

Value	Count	Frequency (%)
n	68	32.4%
e	66	31.4%
g	66	31.4%
i	2	1.0%
c	2	1.0%
o	2	1.0%
l	1	0.5%
u	1	0.5%
s	1	0.5%
v	1	0.5%

Uppercase Letter

Value	Count	Frequency (%)
N	6	33.3%
E	6	33.3%
G	6	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Other Punctuation

Value	Count	Frequency (%)
%	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3121	93.2%
Latin	228	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	68	29.8%
e	66	28.9%
g	66	28.9%
N	6	2.6%
E	6	2.6%
G	6	2.6%
i	2	0.9%
c	2	0.9%
o	2	0.9%
l	1	0.4%
Other values (3)	3	1.3%

Common

Value	Count	Frequency (%)
0	1471	47.1%
9	355	11.4%
1	341	10.9%
5	261	8.4%
8	194	6.2%
6	117	3.7%
7	113	3.6%
2	102	3.3%
4	100	3.2%
3	65	2.1%
Other values (2)	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3349	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1471	43.9%
9	355	10.6%
1	341	10.2%
5	261	7.8%
8	194	5.8%
6	117	3.5%
7	113	3.4%
2	102	3.0%
4	100	3.0%
n	68	2.0%
Other values (15)	227	6.8%

receptor_de_progesterona_quantificacao_%_2
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	8.8%
Missing	3988
Missing (%)	93.4%
Infinite	0
Infinite (%)	0.0%
Mean	64.5

Minimum	0
Maximum	100
Zeros	12
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	40
median	80
Q3	95
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	34.241658
Coefficient of variation (CV)	0.53087842
Kurtosis	-1.0770396
Mean	64.5
Median Absolute Deviation (MAD)	20
Skewness	-0.63093832
Sum	18318
Variance	1172.4912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
100	56	1.3%
80	40	0.9%
90	37	0.9%
40	22	0.5%
95	19	0.4%
10	15	0.4%
70	14	0.3%
50	14	0.3%
20	13	0.3%
0	12	0.3%
Other values (15)	42	1.0%
(Missing)	3988	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	0.3%
1	4	0.1%
2	1	< 0.1%
3	1	< 0.1%
5	6	0.1%
8	1	< 0.1%
10	15	0.4%
15	4	0.1%
20	13	0.3%
25	1	< 0.1%

Value	Count	Frequency (%)
100	56	1.3%
99	1	< 0.1%
98	1	< 0.1%
95	19	0.4%
90	37	0.9%
85	1	< 0.1%
80	40	0.9%
70	14	0.3%
66	1	< 0.1%
60	11	0.3%

receptorde_estrogenio_quantificacao_%_1
Categorical

HIGH CORRELATION MISSING

Distinct	39
Distinct (%)	2.1%
Missing	2449
Missing (%)	57.3%
Memory size	33.5 KiB

100	580
90	393
95	197
80	128
0	68
Other values (34)	457

Length

Max length	4
Median length	2
Mean length	2.2945694
Min length	1

Characters and Unicode

Total characters	4183
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	0.8%

Sample

1st row	60
2nd row	90
3rd row	40
4th row	50
5th row	10

Common Values

Value	Count	Frequency (%)
100	580	13.6%
90	393	9.2%
95	197	4.6%
80	128	3.0%
0	68	1.6%
70	61	1.4%
neg	53	1.2%
98	40	0.9%
60	39	0.9%
40	34	0.8%
Other values (29)	230	5.4%
(Missing)	2449	57.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
100	580	31.8%
90	393	21.6%
95	197	10.8%
80	128	7.0%
0	68	3.7%
70	61	3.3%
neg	57	3.1%
98	40	2.2%
60	39	2.1%
10	34	1.9%
Other values (28)	226	12.4%

Most occurring characters

Value	Count	Frequency (%)
0	1990	47.6%
9	694	16.6%
1	634	15.2%
5	260	6.2%
8	177	4.2%
6	93	2.2%
7	71	1.7%
g	53	1.3%
e	53	1.3%
n	53	1.3%
Other values (7)	105	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4011	95.9%
Lowercase Letter	159	3.8%
Uppercase Letter	12	0.3%
Dash Punctuation	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1990	49.6%
9	694	17.3%
1	634	15.8%
5	260	6.5%
8	177	4.4%
6	93	2.3%
7	71	1.8%
2	37	0.9%
4	35	0.9%
3	20	0.5%

Lowercase Letter

Value	Count	Frequency (%)
g	53	33.3%
e	53	33.3%
n	53	33.3%

Uppercase Letter

Value	Count	Frequency (%)
N	4	33.3%
E	4	33.3%
G	4	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4012	95.9%
Latin	171	4.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1990	49.6%
9	694	17.3%
1	634	15.8%
5	260	6.5%
8	177	4.4%
6	93	2.3%
7	71	1.8%
2	37	0.9%
4	35	0.9%
3	20	0.5%

Latin

Value	Count	Frequency (%)
g	53	31.0%
e	53	31.0%
n	53	31.0%
N	4	2.3%
E	4	2.3%
G	4	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4183	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1990	47.6%
9	694	16.6%
1	634	15.2%
5	260	6.2%
8	177	4.2%
6	93	2.2%
7	71	1.7%
g	53	1.3%
e	53	1.3%
n	53	1.3%
Other values (7)	105	2.5%

receptorde_estrogenio_quantificacao_%_2
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	7.1%
Missing	3932
Missing (%)	92.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.108824

Minimum	0
Maximum	100
Zeros	11
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	80
median	95
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	27.550489
Coefficient of variation (CV)	0.33149896
Kurtosis	2.6084117
Mean	83.108824
Median Absolute Deviation (MAD)	5
Skewness	-1.948701
Sum	28257
Variance	759.02942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
100	135	3.2%
90	69	1.6%
95	33	0.8%
80	21	0.5%
0	11	0.3%
70	10	0.2%
99	8	0.2%
20	8	0.2%
60	7	0.2%
50	6	0.1%
Other values (14)	32	0.7%
(Missing)	3932	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	0.3%
1	1	< 0.1%
4	1	< 0.1%
9	2	< 0.1%
10	6	0.1%
12	1	< 0.1%
20	8	0.2%
25	1	< 0.1%
30	5	0.1%
40	4	0.1%

Value	Count	Frequency (%)
100	135	3.2%
99	8	0.2%
98	5	0.1%
97	1	< 0.1%
95	33	0.8%
90	69	1.6%
85	1	< 0.1%
80	21	0.5%
70	10	0.2%
67	1	< 0.1%

indice_h_receptorde_progesterona_1
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	35
Distinct (%)	7.6%
Missing	3811
Missing (%)	89.2%
Infinite	0
Infinite (%)	0.0%
Mean	195.70933

Minimum	0
Maximum	300
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	120
median	240
Q3	270
95-th percentile	300
Maximum	300
Range	300
Interquartile range (IQR)	150

Descriptive statistics

Standard deviation	98.425728
Coefficient of variation (CV)	0.50291792
Kurtosis	-1.0237731
Mean	195.70933
Median Absolute Deviation (MAD)	60
Skewness	-0.65518036
Sum	90222
Variance	9687.624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
300	73	1.7%
270	72	1.7%
240	61	1.4%
120	33	0.8%
285	33	0.8%
210	25	0.6%
60	20	0.5%
180	17	0.4%
150	13	0.3%
90	13	0.3%
Other values (25)	101	2.4%
(Missing)	3811	89.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
1	2	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
10	10	0.2%
15	11	0.3%
20	9	0.2%
30	9	0.2%
40	10	0.2%

Value	Count	Frequency (%)
300	73	1.7%
294	6	0.1%
285	33	0.8%
282	1	< 0.1%
270	72	1.7%
255	3	0.1%
240	61	1.4%
225	4	0.1%
210	25	0.6%
200	2	< 0.1%

indice_h_receptorde_progesterona_2
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	19.1%
Missing	4141
Missing (%)	96.9%
Infinite	0
Infinite (%)	0.0%
Mean	201.94656

Minimum	1
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	1
5-th percentile	12.5
Q1	120
median	240
Q3	289.5
95-th percentile	300
Maximum	300
Range	299
Interquartile range (IQR)	169.5

Descriptive statistics

Standard deviation	98.918872
Coefficient of variation (CV)	0.48982696
Kurtosis	-1.0003048
Mean	201.94656
Median Absolute Deviation (MAD)	60
Skewness	-0.67250107
Sum	26455
Variance	9784.9433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
300	32	0.7%
270	19	0.4%
240	16	0.4%
120	12	0.3%
210	7	0.2%
285	6	0.1%
150	6	0.1%
90	5	0.1%
10	4	0.1%
60	4	0.1%
Other values (15)	20	0.5%
(Missing)	4141	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
10	4	0.1%
15	2	< 0.1%
20	1	< 0.1%
40	2	< 0.1%
45	4	0.1%
60	4	0.1%
80	1	< 0.1%

Value	Count	Frequency (%)
300	32	0.7%
294	1	< 0.1%
285	6	0.1%
270	19	0.4%
255	1	< 0.1%
240	16	0.4%
210	7	0.2%
180	1	< 0.1%
160	1	< 0.1%
150	6	0.1%

her2_por_ihc_1
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	0.1%
Missing	53
Missing (%)	1.2%
Memory size	33.5 KiB

0 (negativo)	2617
+++ (positivo)	1224
++ (duvidoso)	247
+ (negativo)	110
indeterminado	21

Length

Max length	15
Median length	12
Mean length	13.018488
Min length	12

Characters and Unicode

Total characters	54925
Distinct characters	19
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	+++ (positivo)
2nd row	0 (negativo)
3rd row	+++ (positivo)
4th row	0 (negativo)
5th row	+++ (positivo)

Common Values

Value	Count	Frequency (%)
0 (negativo)	2617	61.3%
+++ (positivo)	1224	28.7%
++ (duvidoso)	247	5.8%
+ (negativo)	110	2.6%
indeterminado	21	0.5%
(Missing)	53	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
negativo	2727	32.4%
0	2617	31.1%
	1581	18.8%
positivo	1224	14.5%
duvidoso	247	2.9%
indeterminado	21	0.2%

Most occurring characters

Value	Count	Frequency (%)
	5779	10.5%
o	5690	10.4%
i	5464	9.9%
+	4276	7.8%
v	4198	7.6%
(	4198	7.6%
)	4198	7.6%
t	3972	7.2%
n	2769	5.0%
e	2769	5.0%
Other values (9)	11612	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	33857	61.6%
Space Separator	5779	10.5%
Math Symbol	4276	7.8%
Open Punctuation	4198	7.6%
Close Punctuation	4198	7.6%
Decimal Number	2617	4.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	5690	16.8%
i	5464	16.1%
v	4198	12.4%
t	3972	11.7%
n	2769	8.2%
e	2769	8.2%
a	2748	8.1%
g	2727	8.1%
s	1471	4.3%
p	1224	3.6%
Other values (4)	825	2.4%

Space Separator

Value	Count	Frequency (%)
	5779	100.0%

Math Symbol

Value	Count	Frequency (%)
+	4276	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	4198	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	4198	100.0%

Decimal Number

Value	Count	Frequency (%)
0	2617	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	33857	61.6%
Common	21068	38.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	5690	16.8%
i	5464	16.1%
v	4198	12.4%
t	3972	11.7%
n	2769	8.2%
e	2769	8.2%
a	2748	8.1%
g	2727	8.1%
s	1471	4.3%
p	1224	3.6%
Other values (4)	825	2.4%

Common

Value	Count	Frequency (%)
	5779	27.4%
+	4276	20.3%
(	4198	19.9%
)	4198	19.9%
0	2617	12.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54925	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	5779	10.5%
o	5690	10.4%
i	5464	9.9%
+	4276	7.8%
v	4198	7.6%
(	4198	7.6%
)	4198	7.6%
t	3972	7.2%
n	2769	5.0%
e	2769	5.0%
Other values (9)	11612	21.1%

her2_por_ihc_2
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	1.2%
Missing	3847
Missing (%)	90.1%
Memory size	33.5 KiB

0 (negativo)	300
+++ (positivo)	67
++ (duvidoso)	31
+ (negativo)	26
indeterminado	1

Length

Max length	15
Median length	12
Mean length	12.682353
Min length	12

Characters and Unicode

Total characters	5390
Distinct characters	19
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	+++ (positivo)
2nd row	+++ (positivo)
3rd row	+++ (positivo)
4th row	+ (negativo)
5th row	0 (negativo)

Common Values

Value	Count	Frequency (%)
0 (negativo)	300	7.0%
+++ (positivo)	67	1.6%
++ (duvidoso)	31	0.7%
+ (negativo)	26	0.6%
indeterminado	1	< 0.1%
(Missing)	3847	90.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
negativo	326	38.4%
0	300	35.3%
	124	14.6%
positivo	67	7.9%
duvidoso	31	3.7%
indeterminado	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
	548	10.2%
o	523	9.7%
i	493	9.1%
v	424	7.9%
)	424	7.9%
(	424	7.9%
t	394	7.3%
n	328	6.1%
e	328	6.1%
a	327	6.1%
Other values (9)	1177	21.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3405	63.2%
Space Separator	548	10.2%
Close Punctuation	424	7.9%
Open Punctuation	424	7.9%
Decimal Number	300	5.6%
Math Symbol	289	5.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	523	15.4%
i	493	14.5%
v	424	12.5%
t	394	11.6%
n	328	9.6%
e	328	9.6%
a	327	9.6%
g	326	9.6%
s	98	2.9%
p	67	2.0%
Other values (4)	97	2.8%

Space Separator

Value	Count	Frequency (%)
	548	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	424	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	424	100.0%

Decimal Number

Value	Count	Frequency (%)
0	300	100.0%

Math Symbol

Value	Count	Frequency (%)
+	289	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3405	63.2%
Common	1985	36.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	523	15.4%
i	493	14.5%
v	424	12.5%
t	394	11.6%
n	328	9.6%
e	328	9.6%
a	327	9.6%
g	326	9.6%
s	98	2.9%
p	67	2.0%
Other values (4)	97	2.8%

Common

Value	Count	Frequency (%)
	548	27.6%
)	424	21.4%
(	424	21.4%
0	300	15.1%
+	289	14.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	548	10.2%
o	523	9.7%
i	493	9.1%
v	424	7.9%
)	424	7.9%
(	424	7.9%
t	394	7.3%
n	328	6.1%
e	328	6.1%
a	327	6.1%
Other values (9)	1177	21.8%

her2_por_fish_1
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	0.3%
Missing	2533
Missing (%)	59.3%
Memory size	33.5 KiB

não realizado	1155
amplificado	375
sem amplificação	184
duvidoso	20
reação não funcionou	5

Length

Max length	20
Median length	13
Mean length	12.848764
Min length	8

Characters and Unicode

Total characters	22344
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	não realizado
2nd row	não realizado
3rd row	não realizado
4th row	amplificado
5th row	sem amplificação

Common Values

Value	Count	Frequency (%)
não realizado	1155	27.0%
amplificado	375	8.8%
sem amplificação	184	4.3%
duvidoso	20	0.5%
reação não funcionou	5	0.1%
(Missing)	2533	59.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
não	1160	37.6%
realizado	1155	37.4%
amplificado	375	12.1%
sem	184	6.0%
amplificação	184	6.0%
duvidoso	20	0.6%
reação	5	0.2%
funcionou	5	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	3433	15.4%
o	2929	13.1%
i	2298	10.3%
l	1714	7.7%
d	1570	7.0%
	1349	6.0%
ã	1349	6.0%
e	1344	6.0%
n	1170	5.2%
r	1160	5.2%
Other values (9)	4028	18.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20995	94.0%
Space Separator	1349	6.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3433	16.4%
o	2929	14.0%
i	2298	10.9%
l	1714	8.2%
d	1570	7.5%
ã	1349	6.4%
e	1344	6.4%
n	1170	5.6%
r	1160	5.5%
z	1155	5.5%
Other values (8)	2873	13.7%

Space Separator

Value	Count	Frequency (%)
	1349	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20995	94.0%
Common	1349	6.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3433	16.4%
o	2929	14.0%
i	2298	10.9%
l	1714	8.2%
d	1570	7.5%
ã	1349	6.4%
e	1344	6.4%
n	1170	5.6%
r	1160	5.5%
z	1155	5.5%
Other values (8)	2873	13.7%

Common

Value	Count	Frequency (%)
	1349	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20806	93.1%
None	1538	6.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3433	16.5%
o	2929	14.1%
i	2298	11.0%
l	1714	8.2%
d	1570	7.5%
	1349	6.5%
e	1344	6.5%
n	1170	5.6%
r	1160	5.6%
z	1155	5.6%
Other values (7)	2684	12.9%

None

Value	Count	Frequency (%)
ã	1349	87.7%
ç	189	12.3%

her2_por_fish_2
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	5
Distinct (%)	1.7%
Missing	3969
Missing (%)	92.9%
Memory size	33.5 KiB

não realizado	221
amplificado	62
sem amplificação	18
reação não funcionou	1
duvidoso	1

Length

Max length	20
Median length	13
Mean length	12.775578
Min length	8

Characters and Unicode

Total characters	3871
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.7%

Sample

1st row	não realizado
2nd row	não realizado
3rd row	não realizado
4th row	não realizado
5th row	sem amplificação

Common Values

Value	Count	Frequency (%)
não realizado	221	5.2%
amplificado	62	1.5%
sem amplificação	18	0.4%
reação não funcionou	1	< 0.1%
duvidoso	1	< 0.1%
(Missing)	3969	92.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
não	222	40.8%
realizado	221	40.6%
amplificado	62	11.4%
sem	18	3.3%
amplificação	18	3.3%
reação	1	0.2%
funcionou	1	0.2%
duvidoso	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	603	15.6%
o	528	13.6%
i	383	9.9%
l	301	7.8%
d	285	7.4%
	241	6.2%
ã	241	6.2%
e	240	6.2%
n	224	5.8%
r	222	5.7%
Other values (9)	603	15.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3630	93.8%
Space Separator	241	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	603	16.6%
o	528	14.5%
i	383	10.6%
l	301	8.3%
d	285	7.9%
ã	241	6.6%
e	240	6.6%
n	224	6.2%
r	222	6.1%
z	221	6.1%
Other values (8)	382	10.5%

Space Separator

Value	Count	Frequency (%)
	241	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3630	93.8%
Common	241	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	603	16.6%
o	528	14.5%
i	383	10.6%
l	301	8.3%
d	285	7.9%
ã	241	6.6%
e	240	6.6%
n	224	6.2%
r	222	6.1%
z	221	6.1%
Other values (8)	382	10.5%

Common

Value	Count	Frequency (%)
	241	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3611	93.3%
None	260	6.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	603	16.7%
o	528	14.6%
i	383	10.6%
l	301	8.3%
d	285	7.9%
	241	6.7%
e	240	6.6%
n	224	6.2%
r	222	6.1%
z	221	6.1%
Other values (7)	363	10.1%

None

Value	Count	Frequency (%)
ã	241	92.7%
ç	19	7.3%

ki67_%_1
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	2.0%
Missing	899
Missing (%)	21.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.777942

Minimum	0
Maximum	100
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	18
median	30
Q3	50
95-th percentile	85
Maximum	100
Range	100
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	24.745278
Coefficient of variation (CV)	0.67282932
Kurtosis	-0.5643283
Mean	36.777942
Median Absolute Deviation (MAD)	15
Skewness	0.73176733
Sum	124052
Variance	612.32879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	435	10.2%
20	372	8.7%
40	330	7.7%
10	280	6.6%
15	263	6.2%
80	208	4.9%
70	200	4.7%
50	183	4.3%
60	182	4.3%
25	161	3.8%
Other values (57)	759	17.8%
(Missing)	899	21.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	13	0.3%
2	16	0.4%
3	9	0.2%
4	5	0.1%
5	139	3.3%
6	4	0.1%
7	4	0.1%
8	18	0.4%
9	4	0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99	1	< 0.1%
95	28	0.7%
90	132	3.1%
87	1	< 0.1%
85	17	0.4%
80	208	4.9%
75	10	0.2%
73	4	0.1%
70	200	4.7%

ki67_%_2
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38
Distinct (%)	8.1%
Missing	3800
Missing (%)	89.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.28178

Minimum	2
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	33.5 KiB

Quantile statistics

Minimum	2
5-th percentile	9.55
Q1	18
median	30
Q3	45
95-th percentile	80
Maximum	95
Range	93
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	22.54147
Coefficient of variation (CV)	0.65753501
Kurtosis	0.010056229
Mean	34.28178
Median Absolute Deviation (MAD)	12
Skewness	0.91377781
Sum	16181
Variance	508.11788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
30	67	1.6%
20	62	1.5%
40	53	1.2%
10	49	1.1%
15	31	0.7%
60	26	0.6%
70	25	0.6%
50	22	0.5%
25	20	0.5%
35	16	0.4%
Other values (28)	101	2.4%
(Missing)	3800	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4	0.1%
4	1	< 0.1%
5	13	0.3%
6	3	0.1%
8	2	< 0.1%
9	1	< 0.1%
10	49	1.1%
12	4	0.1%
15	31	0.7%
16	1	< 0.1%

Value	Count	Frequency (%)
95	3	0.1%
90	14	0.3%
87	1	< 0.1%
85	1	< 0.1%
80	16	0.4%
75	1	< 0.1%
70	25	0.6%
65	3	0.1%
60	26	0.6%
55	3	0.1%

Auto

Heatmap
Table

	record_id	receptor_de_progesterona_quantificacao_%_2	receptorde_estrogenio_quantificacao_%_2	indice_h_receptorde_progesterona_1	indice_h_receptorde_progesterona_2	ki67_%_1	ki67_%_2	repeat_instance_1	diagnostico_primario_tipo_histologico_1	diagnostico_primario_tipo_histologico_2	grau_histologico_1	grau_histologico_2	subtipo_tumoral_1	subtipo_tumoral_2	receptor_de_estrogenio_1	receptor_de_estrogenio_2	receptor_de_progesterona_1	receptor_de_progesterona_2	ki67_>14%_1	ki67_>14%_2	receptor_de_progesterona_quantificacao_%_1	receptorde_estrogenio_quantificacao_%_1	her2_por_ihc_1	her2_por_ihc_2	her2_por_fish_1	her2_por_fish_2
record_id	1.000	0.032	-0.004	0.079	-0.143	0.047	-0.099	0.080	0.039	0.321	0.265	0.153	0.190	0.301	0.229	0.356	0.161	0.228	0.072	0.093	0.203	0.234	0.143	0.144	0.224	0.252
receptor_de_progesterona_quantificacao_%_2	0.032	1.000	0.390	0.087	-0.025	-0.109	-0.098	1.000	0.296	0.000	0.204	0.147	0.422	0.542	0.693	0.838	0.424	0.880	0.098	0.069	0.728	0.454	0.145	0.137	0.101	0.151
receptorde_estrogenio_quantificacao_%_2	-0.004	0.390	1.000	-0.166	-0.145	-0.028	0.020	1.000	0.261	0.000	0.266	0.255	0.464	0.580	0.715	0.929	0.305	0.352	0.250	0.072	0.448	0.706	0.141	0.091	0.000	0.226
indice_h_receptorde_progesterona_1	0.079	0.087	-0.166	1.000	0.934	-0.200	-0.168	1.000	0.015	1.000	0.159	0.254	0.116	0.060	0.080	0.000	0.107	0.000	0.145	0.184	0.833	0.109	0.027	0.000	0.000	0.000
indice_h_receptorde_progesterona_2	-0.143	-0.025	-0.145	0.934	1.000	-0.106	-0.093	1.000	1.000	1.000	0.193	0.172	0.000	0.217	0.000	1.000	0.128	1.000	0.130	0.167	0.790	0.100	0.201	0.163	0.000	0.143
ki67_%_1	0.047	-0.109	-0.028	-0.200	-0.106	1.000	0.768	1.000	0.078	0.150	0.410	0.462	0.480	0.377	0.513	0.337	0.322	0.231	0.621	0.404	0.151	0.190	0.112	0.057	0.103	0.193
ki67_%_2	-0.099	-0.098	0.020	-0.168	-0.093	0.768	1.000	1.000	0.000	0.074	0.445	0.476	0.356	0.509	0.453	0.503	0.247	0.283	0.360	0.654	0.179	0.213	0.146	0.048	0.119	0.145
repeat_instance_1	0.080	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.019	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	1.000	1.000
diagnostico_primario_tipo_histologico_1	0.039	0.296	0.261	0.015	1.000	0.078	0.000	1.000	1.000	0.772	0.104	0.000	0.142	0.126	0.267	0.161	0.165	0.000	0.000	0.000	0.178	0.080	0.039	0.000	0.000	0.100
diagnostico_primario_tipo_histologico_2	0.321	0.000	0.000	1.000	1.000	0.150	0.074	1.000	0.772	1.000	0.000	0.064	0.112	0.114	0.289	0.188	0.129	0.079	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
grau_histologico_1	0.265	0.204	0.266	0.159	0.193	0.410	0.445	1.000	0.104	0.000	1.000	0.826	0.433	0.447	0.490	0.307	0.316	0.205	0.302	0.483	0.274	0.305	0.071	0.113	0.060	0.079
grau_histologico_2	0.153	0.147	0.255	0.254	0.172	0.462	0.476	1.000	0.000	0.064	0.826	1.000	0.431	0.431	0.340	0.337	0.167	0.170	0.506	0.493	0.281	0.334	0.171	0.185	0.144	0.141
subtipo_tumoral_1	0.190	0.422	0.464	0.116	0.000	0.480	0.356	0.019	0.142	0.112	0.433	0.431	1.000	0.723	0.982	0.636	0.585	0.375	0.536	0.432	0.458	0.499	0.485	0.354	0.477	0.411
subtipo_tumoral_2	0.301	0.542	0.580	0.060	0.217	0.377	0.509	1.000	0.126	0.114	0.447	0.431	0.723	1.000	0.907	0.974	0.470	0.505	0.449	0.949	0.484	0.506	0.450	0.472	0.397	0.479
receptor_de_estrogenio_1	0.229	0.693	0.715	0.080	0.000	0.513	0.453	1.000	0.267	0.289	0.490	0.340	0.982	0.907	1.000	0.898	0.795	0.621	0.256	0.225	0.816	0.944	0.094	0.068	0.280	0.176
receptor_de_estrogenio_2	0.356	0.838	0.929	0.000	1.000	0.337	0.503	1.000	0.161	0.188	0.307	0.337	0.636	0.974	0.898	1.000	0.451	0.849	0.149	0.208	0.549	0.916	0.000	0.056	0.042	0.000
receptor_de_progesterona_1	0.161	0.424	0.305	0.107	0.128	0.322	0.247	1.000	0.165	0.129	0.316	0.167	0.585	0.470	0.795	0.451	1.000	0.633	0.169	0.115	0.930	0.401	0.065	0.000	0.169	0.000
receptor_de_progesterona_2	0.228	0.880	0.352	0.000	1.000	0.231	0.283	1.000	0.000	0.079	0.205	0.170	0.375	0.505	0.621	0.849	0.633	1.000	0.252	0.103	0.378	0.645	0.000	0.164	0.115	0.122
ki67_>14%_1	0.072	0.098	0.250	0.145	0.130	0.621	0.360	1.000	0.000	0.000	0.302	0.506	0.536	0.449	0.256	0.149	0.169	0.252	1.000	0.432	0.167	0.057	0.080	0.109	0.047	0.130
ki67_>14%_2	0.093	0.069	0.072	0.184	0.167	0.404	0.654	1.000	0.000	0.000	0.483	0.493	0.432	0.949	0.225	0.208	0.115	0.103	0.432	1.000	0.133	0.000	0.017	0.106	0.065	0.057
receptor_de_progesterona_quantificacao_%_1	0.203	0.728	0.448	0.833	0.790	0.151	0.179	1.000	0.178	0.000	0.274	0.281	0.458	0.484	0.816	0.549	0.930	0.378	0.167	0.133	1.000	0.392	0.122	0.000	0.156	0.076
receptorde_estrogenio_quantificacao_%_1	0.234	0.454	0.706	0.109	0.100	0.190	0.213	1.000	0.080	0.000	0.305	0.334	0.499	0.506	0.944	0.916	0.401	0.645	0.057	0.000	0.392	1.000	0.148	0.026	0.164	0.326
her2_por_ihc_1	0.143	0.145	0.141	0.027	0.201	0.112	0.146	0.000	0.039	0.000	0.071	0.171	0.485	0.450	0.094	0.000	0.065	0.000	0.080	0.017	0.122	0.148	1.000	0.486	0.528	0.500
her2_por_ihc_2	0.144	0.137	0.091	0.000	0.163	0.057	0.048	1.000	0.000	0.000	0.113	0.185	0.354	0.472	0.068	0.056	0.000	0.164	0.109	0.106	0.000	0.026	0.486	1.000	0.446	0.613
her2_por_fish_1	0.224	0.101	0.000	0.000	0.000	0.103	0.119	1.000	0.000	0.000	0.060	0.144	0.477	0.397	0.280	0.042	0.169	0.115	0.047	0.065	0.156	0.164	0.528	0.446	1.000	0.536
her2_por_fish_2	0.252	0.151	0.226	0.000	0.143	0.193	0.145	1.000	0.100	0.000	0.079	0.141	0.411	0.479	0.176	0.000	0.000	0.122	0.130	0.057	0.076	0.326	0.500	0.613	0.536	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	record_id	repeat_instrument_1	repeat_instrument_2	repeat_instance_1	repeat_instance_2	diagnostico_primario_tipo_histologico_1	diagnostico_primario_tipo_histologico_2	grau_histologico_1	grau_histologico_2	subtipo_tumoral_1	subtipo_tumoral_2	receptor_de_estrogenio_1	receptor_de_estrogenio_2	receptor_de_progesterona_1	receptor_de_progesterona_2	ki67_>14%_1	ki67_>14%_2	receptor_de_progesterona_quantificacao_%_1	receptor_de_progesterona_quantificacao_%_2	receptorde_estrogenio_quantificacao_%_1	receptorde_estrogenio_quantificacao_%_2	indice_h_receptorde_progesterona_1	indice_h_receptorde_progesterona_2	her2_por_ihc_1	her2_por_ihc_2	her2_por_fish_1	her2_por_fish_2	ki67_%_1	ki67_%_2
0	302	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	5.0	NaN	positivo	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
1	710	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	2.0	NaN	positivo	NaN	negativo	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0 (negativo)	NaN	NaN	NaN	20.0	NaN
2	752	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
3	1367	Dados Histopatologicos Mama	Dados Histopatologicos Mama	1.0	2.0	NaN	NaN	NaN	NaN	2.0	5.0	positivo	positivo	positivo	negativo	positivo	positivo	5	NaN	60	30	10.0	NaN	0 (negativo)	+++ (positivo)	NaN	NaN	40.0	40.0
4	1589	Dados Histopatologicos Mama	NaN	1.0	NaN	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	NaN	NaN	NaN	5.0	NaN	positivo	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
5	1705	Dados Histopatologicos Mama	NaN	1.0	NaN	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	NaN	NaN	NaN	4.0	NaN	negativo	NaN	negativo	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0 (negativo)	NaN	NaN	NaN	NaN	NaN
6	1843	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
7	1873	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	5.0	NaN	positivo	NaN	positivo	NaN	negativo	NaN	90	NaN	90	NaN	NaN	NaN	+++ (positivo)	NaN	não realizado	NaN	10.0	NaN
8	1898	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
9	1960	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	negativo	NaN	negativo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN

	record_id	repeat_instrument_1	repeat_instrument_2	repeat_instance_1	repeat_instance_2	diagnostico_primario_tipo_histologico_1	diagnostico_primario_tipo_histologico_2	grau_histologico_1	grau_histologico_2	subtipo_tumoral_1	subtipo_tumoral_2	receptor_de_estrogenio_1	receptor_de_estrogenio_2	receptor_de_progesterona_1	receptor_de_progesterona_2	ki67_>14%_1	ki67_>14%_2	receptor_de_progesterona_quantificacao_%_1	receptor_de_progesterona_quantificacao_%_2	receptorde_estrogenio_quantificacao_%_1	receptorde_estrogenio_quantificacao_%_2	indice_h_receptorde_progesterona_1	indice_h_receptorde_progesterona_2	her2_por_ihc_1	her2_por_ihc_2	her2_por_fish_1	her2_por_fish_2	ki67_%_1	ki67_%_2
4262	82100	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	50.0	NaN
4263	82111	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
4264	82112	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	90.0	NaN
4265	82118	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
4266	82122	Dados Histopatologicos Mama	Dados Histopatologicos Mama	1.0	2.0	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	NaN	NaN	2.0	5.0	positivo	positivo	positivo	positivo	positivo	positivo	60	10	80	80	NaN	NaN	++ (duvidoso)	+++ (positivo)	não realizado	NaN	40.0	60.0
4267	82123	Dados Histopatologicos Mama	Dados Histopatologicos Mama	1.0	2.0	NaN	NaN	NaN	NaN	3.0	3.0	NaN	NaN	NaN	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	+++ (positivo)	NaN	NaN	20.0	NaN
4268	82124	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	NaN	NaN
4269	82131	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+++ (positivo)	NaN	NaN	NaN	50.0	NaN
4270	82205	Dados Histopatologicos Mama	NaN	1.0	NaN	NaN	NaN	NaN	NaN	4.0	NaN	negativo	NaN	negativo	NaN	positivo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0 (negativo)	NaN	NaN	NaN	90.0	NaN
4271	82240	Dados Histopatologicos Mama	NaN	1.0	NaN	NÃO-ESPECIAL - Carcinoma de mama ductal invasivo (CDI)/SOE	NaN	NaN	NaN	4.0	NaN	negativo	NaN	negativo	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0 (negativo)	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Open Punctuation

Close Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block